frigg 0.6.0

Frigg gives AI agents local, source-backed code search and navigation without sending whole repositories through every prompt.
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frigg

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Frigg gives AI agents local, source-backed code search and navigation without sending whole repositories through every prompt.

It turns each repository into searchable, navigable context for Codex, Claude, Cursor, and other MCP clients: lexical and hybrid search, symbols, structural queries, definitions, references, bounded reads, and runtime health through one local MCP service.

Frigg is local-first OSS. It builds a repository model under .frigg/, serves it over MCP, and keeps the useful parts plain: a CLI, a local SQLite store, explicit client adoption, cacheable runtime state, and source-backed answers.

asciicast

Why Frigg

AI coding agents need retrieval as much as generation: the right answer starts with the right repository evidence. Code Context Engine shows the local-index pattern for AI coding agents, where the agent searches through MCP instead of rereading whole files. Sourcegraph Code Search documents production code-intelligence primitives such as full-text search, regular expressions, symbol search, repository scoping, ranking, and code navigation. turbopuffer Hybrid Search shows why lexical/BM25 and vector signals are often combined with rank fusion and re-ranking. Frigg brings that shape to a local OSS MCP service for source-backed agent context.

For individuals, Frigg keeps coding agents grounded in local source instead of broad scans, whole-file dumps, and model-memory guesses. It helps an agent find the right files, read only the source windows it needs, follow symbols, and answer with concrete repository evidence.

For teams, Frigg standardizes how agents inspect a repository. frigg adopt, shared MCP config, CI-cacheable .frigg/ state, local safety boundaries, and repeatable search/navigation tools give every agent session the same evidence layer and vocabulary across large or unfamiliar codebases.

Use Frigg when shell scans stop being enough: broad discovery, exact source windows, symbol and call navigation, structural queries, optional semantic recall, and optional SCIP-backed precision.

What Frigg is not

Frigg is not an AI pair programmer, hosted code intelligence platform, IDE replacement, Copilot alternative, or generic semantic search product. MCP is the delivery channel, not the category; SQLite, Tree-sitter, semantic recall, and SCIP are implementation proof points, not the reason to adopt Frigg.

The narrow promise is source-backed context for AI agents: repository-aware search, navigation, and bounded reads that make agent work easier to verify.

What Frigg provides

  • One local MCP service that can serve multiple adopted repositories.
  • Local state in .frigg/storage.sqlite3.
  • Tree-sitter-backed document symbols and structural search for Rust, PHP, Blade, TypeScript / TSX, Python, Go, Kotlin / KTS, Java, Lua, Roc, and Nim.
  • Direct literal, safe-regex, and rg-shaped code scans with search_text.
  • Broad discovery with search_hybrid, blending lexical, path, graph, witness, optional semantic, and code-aware ranking signals.
  • Known-identifier lookup with search_symbol.
  • Bounded source reads with read_file and read_match.
  • Definitions, declarations, references, implementations, incoming calls, and outgoing calls.
  • Optional semantic indexing with local, OpenAI, or Google embedding providers.
  • Optional SCIP artifact ingestion and generator assistance for more precise navigation.
  • Built-in watch refreshes behind frigg serve.

Quickstart

1. Install Frigg

Fast path on macOS or GNU/glibc Linux:

curl -fsSL https://raw.githubusercontent.com/bnomei/frigg/main/scripts/install.sh | FRIGG_VERSION=0.6.0 sh

The installer downloads the matching GitHub Release archive, verifies its .sha256, and installs the frigg binary to $HOME/.local/bin unless FRIGG_INSTALL_DIR is set. When FRIGG_VERSION is unset, it resolves the latest GitHub Release.

Other install surfaces:

Channel Command
GitHub Release installer curl -fsSL https://raw.githubusercontent.com/bnomei/frigg/main/scripts/install.sh | sh
Cargo prebuilt binary cargo binstall frigg
Cargo source fallback cargo install frigg
npm wrapper npx @bnomei/frigg --version
Docker image docker run --rm ghcr.io/bnomei/frigg:0.6.0 --version
Scoop scoop bucket add frigg https://github.com/bnomei/scoop-frigg && scoop install frigg

The prebuilt paths are the point: one local binary, no Python 3.11+ runtime, no local C compiler, and no ONNX model download unless you explicitly enable the local semantic runtime.

Build from a local checkout:

git clone https://github.com/bnomei/frigg.git
cd frigg
cargo build --release -p frigg
target/release/frigg --version

Expected output:

frigg 0.6.0

Frigg's source currently requires Rust 1.88 or newer.

2. Index a repository

Run these commands from the repository you want Frigg to index:

frigg init
frigg index

Expected successful output includes:

ok init: complete status=ok
ok index: complete status=ok

From outside the repository, pass an explicit root:

frigg init --workspace-root /absolute/path/to/repo
frigg index --workspace-root /absolute/path/to/repo

3. Choose and start the MCP transport

Frigg supports stdio and HTTP MCP transports. Use this rule before choosing a client config:

Workflow Transport
One local MCP client, no subagents, and the client should own the Frigg process Stdio
More than one client, subagents, shared workflows, or long-running use HTTP

Stdio works, but it is a convenience transport for one local client. It is not the best match for Frigg once work becomes shared, long-running, or agentic. A stdio config makes the MCP client spawn and own a Frigg process. Another client or subagent usually means another Frigg process with its own lifecycle, session state, in-memory caches, and access to .frigg/storage.sqlite3.

HTTP gives Frigg a shared runtime:

  • One endpoint for all clients and subagents. Codex, Claude, Cursor, and worker agents can connect to the same 127.0.0.1:37444/mcp service instead of each spawning their own Frigg process.
  • Warm process state. Repository registry state, runtime task tracking, search/navigation caches, compiled safe-regex caches, and precise graph caches can live in one service process across client sessions.
  • Better freshness behavior. frigg serve is the long-lived service path, and built-in watch refreshes are designed around that shape. Stdio defaults to an ephemeral profile with watch disabled unless you explicitly opt in.
  • Lower local contention. One service coordinates access to .frigg/storage.sqlite3; several stdio processes can duplicate work and make SQLite lock contention harder to understand.
  • Clearer operations. A single HTTP service has one lifecycle, one log stream, one endpoint, loopback-by-default binding, and optional bearer auth for non-loopback use.

Use stdio only when one local MCP client should launch Frigg directly and no subagent or second client will share the same repository. Use HTTP for normal Frigg use.

For HTTP shared-service mode, run:

frigg serve

By default, frigg serve listens on loopback HTTP:

http://127.0.0.1:37444/mcp

Keep this process running while clients use Frigg. A server can start without startup roots, and MCP clients can attach repositories later. To preload known repositories at startup:

frigg serve \
  --workspace-root /absolute/path/to/repo-a \
  --workspace-root /absolute/path/to/repo-b

frigg serve is the HTTP service path. Do not use it in a stdio MCP config.

4. Add client configuration

Use frigg adopt to add managed Frigg instructions and MCP config entries to a project:

frigg adopt --target agents-md --target mcp-project --dry-run
frigg adopt --target agents-md --target mcp-project

Useful targets include agents-md, claude-md, gemini-md, copilot, cursor, mcp-project, mcp-cursor, and hook. Use --all to update every supported non-hook target, --check for a CI drift check, --uninstall to remove Frigg-managed entries, and --force to replace a diverged Frigg MCP JSON entry.

The managed MCP JSON entries use loopback HTTP, so keep frigg serve running while clients use Frigg.

Manual HTTP configuration for clients that accept JSON:

{
  "mcpServers": {
    "frigg": {
      "transport": "streamable_http",
      "url": "http://127.0.0.1:37444/mcp"
    }
  }
}

Manual CLI examples:

claude mcp add --transport http frigg http://127.0.0.1:37444/mcp
codex mcp add frigg --url http://127.0.0.1:37444/mcp

Manual stdio configuration for a single local client:

{
  "mcpServers": {
    "frigg": {
      "command": "frigg",
      "args": ["--workspace-root", "/absolute/path/to/repo"]
    }
  }
}

This uses stdio because there is no serve subcommand and no --mcp-http-port. The MCP client owns the Frigg process lifetime. Use this only for one local client with no subagents; switch to HTTP as soon as another client or subagent needs the same Frigg runtime.

5. Use Frigg from an MCP client

The normal MCP loop is:

  1. Omit repository_id in normal single-repo work. Frigg uses the session default, adopted repositories, or auto-adopts a sensible default when possible.
  2. Call workspace only when you want compact workspace status or need to adopt a specific path or repository_id.
  3. Use list_files when you would otherwise run rg --files, find, or fd.
  4. Use workspace when you need the session default, known repositories, or runtime task state.
  5. Use search_hybrid for broad discovery when you do not have an exact string, symbol, or path anchor.
  6. Use search_text for literal, safe-regex, and rg-shaped matches.
  7. Use search_symbol for known identifiers.
  8. Use read_match when a search or navigation result returned result_handle plus match_id.
  9. Use read_file when you already know the canonical repository-relative path.
  10. Use navigation and structure tools for definitions, references, implementations, calls, outlines, syntax trees, and structural queries.

Shell replacement map:

Shell habit Frigg tool
rg --files list_files
rg -n "text" search_text
rg -n "foo|bar" search_text with pattern_type=regex
rg -n "text" path/ search_text with path_regex
identifier/API/type/class/function lookup search_symbol
cat path read_file
sed -n '10,80p' path read_file with start_line, end_line, or line_count
follow definitions/references/calls navigation tools

search_text is the Frigg surface for the same class of code scans agents often run with rg: known literals, safe regexes, grouped alternation, path_regex narrowing, context windows, per-file limits (max_count_per_file), and "which files contain this?" probes with files_with_matches. Frigg may execute the lexical work with its native scanner or with its ripgrep accelerator; either path still returns repository-scoped matches, canonical paths, result_handle, and per-row match_id values.

For example, this rg scan:

rg -n 'PathBuf::from\(&.*path\)|Path::new\(&.*path\)|current_dir\(' crates

maps to:

{
  "query": "PathBuf::from\\(&.*path\\)|Path::new\\(&.*path\\)|current_dir\\(",
  "pattern_type": "regex",
  "path_regex": "^crates/.*\\.rs$",
  "context_lines": 1,
  "limit": 100
}

Use shell only for git state and diffs, non-code files, build/test output, generated or unindexed files, explicit live-disk verification, ripgrep-specific flags outside search_text, or unavailable Frigg results. When shell finds relevant code, return to Frigg for read_match, read_file, symbols, or navigation when possible.

Example prompts:

  • "Where is authentication bootstrapped?"
  • "Show me implementations of ProviderInterface."
  • "Who calls handleWebhook?"
  • "Which files are relevant to the checkout flow?"

For agent-facing usage guidance, use skills/frigg-first-code-search. For runtime diagnosis, use the Frigg Operator Runbook.

CLI reference

Command Purpose
frigg Start the MCP server over stdio when no subcommand and no HTTP port are provided.
frigg serve Start the shared MCP service over loopback HTTP by default.
frigg adopt Add or remove managed Frigg entries in agent docs and MCP configs.
frigg init Create or repair .frigg/storage.sqlite3 without scanning source files.
frigg index Scan files, refresh the local search index, and refresh semantic rows when semantic runtime is enabled.
frigg index --changed Recheck files changed since the last index.
frigg hash Print the stable CI cache fingerprint as frigg-hash=<hex>.
frigg context Summarize context-efficiency JSONL logs when logging is enabled.

frigg reindex remains a compatibility alias for frigg index.

MCP tool surface

Frigg exposes the extended MCP tool surface by default. Set FRIGG_MCP_TOOL_SURFACE_PROFILE=core to restrict the server to the stable core set.

Core tool groups:

  • Workspace status and adoption: workspace.
  • File listing: list_files.
  • Source reads: read_file, read_match.
  • Discovery: search_text, search_hybrid, search_symbol.
  • Navigation: find_references, go_to_definition, find_declarations, find_implementations, incoming_calls, outgoing_calls.
  • Structure: document_symbols, inspect_syntax_tree, search_structural.

Extended-only tools in default builds:

  • explore

Feature-gated extended-only playbook tools are available only when Frigg is compiled with --features playbook:

  • playbook_run
  • playbook_replay
  • playbook_compose_citations

Read tools default to text-first output. Request presentation_mode=json only when the caller needs structured fields such as path, byte ranges, or context-efficiency metadata. Search and navigation tools default to compact responses; request response_mode=full when diagnostics or selection notes matter.

Configuration

Precedence is CLI flag > environment variable > default.

Flag / environment variable Default Meaning
--workspace-root Utility commands use the current directory; serve can start empty Repository root Frigg may read and index. Repeatable.
--max-file-bytes / FRIGG_MAX_FILE_BYTES 2097152 Maximum file size Frigg reads.
--full-scip-ingest / FRIGG_FULL_SCIP_INGEST true Ingest full SCIP artifacts when present.
--mcp-http-port 37444 for frigg serve HTTP port.
--mcp-http-host 127.0.0.1 when HTTP is enabled HTTP bind host.
--allow-remote-http false Required for non-loopback HTTP binds.
--mcp-http-auth-token / FRIGG_MCP_HTTP_AUTH_TOKEN unset Bearer token for HTTP MCP requests. Required for non-loopback binds.
--watch-mode / FRIGG_WATCH_MODE auto Watch mode: auto, on, or off.
--watch-debounce-ms / FRIGG_WATCH_DEBOUNCE_MS 2000 Delay before a watch-triggered refresh starts.
--watch-retry-ms / FRIGG_WATCH_RETRY_MS 5000 Retry delay after a failed watch refresh.
--watch-manifest-fast-concurrency / FRIGG_WATCH_MANIFEST_FAST_CONCURRENCY 1 Maximum concurrent manifest-fast watch refreshes.
--watch-semantic-followup-concurrency / FRIGG_WATCH_SEMANTIC_FOLLOWUP_CONCURRENCY 1 Maximum concurrent semantic-followup watch refreshes.
--lexical-backend / FRIGG_LEXICAL_BACKEND auto Lexical backend: auto, native, or ripgrep.
--ripgrep-executable / FRIGG_RIPGREP_EXECUTABLE PATH lookup rg executable used by the ripgrep backend.
FRIGG_MCP_TOOL_SURFACE_PROFILE extended MCP surface profile: extended or core.
FRIGG_SQLITE_BUSY_TIMEOUT_MS 30000 SQLite wait timeout for transient writer contention.
FRIGG_CONTEXT_EFFICIENCY_LOG false Append compact context-efficiency rows to .frigg/context.jsonl.
--semantic-runtime-enabled / FRIGG_SEMANTIC_RUNTIME_ENABLED false Enable semantic indexing and recall.
--semantic-runtime-provider / FRIGG_SEMANTIC_RUNTIME_PROVIDER local when semantic runtime is enabled Semantic provider: openai, google, or local.
--semantic-runtime-model / FRIGG_SEMANTIC_RUNTIME_MODEL provider default Embedding model override.
--semantic-runtime-strict-mode / FRIGG_SEMANTIC_RUNTIME_STRICT_MODE false Convert semantic provider failures into user-visible errors instead of graceful fallback.

Built-in watch mode runs behind frigg serve and refreshes adopted repositories while active MCP sessions hold watcher leases. It updates .frigg/storage.sqlite3; it does not create a separate sidecar index.

Semantic search

Semantic retrieval is off by default. When enabled, it improves natural-language recall, but Frigg still grounds answers in local lexical, path, graph, symbol, structural, and source evidence.

Local provider:

export FRIGG_SEMANTIC_RUNTIME_ENABLED=true
export FRIGG_SEMANTIC_RUNTIME_PROVIDER=local
frigg index
frigg serve

The local provider uses all-MiniLM-L6-v2 by default and does not require an API key. When provider=local, Frigg prepares missing local model artifacts automatically during startup. If local model preparation fails, startup fails with local_model_prepare_failed. Set FRIGG_SEMANTIC_MODEL_CACHE to choose the local model cache root. If HF_HOME is set and local model loading fails, unset HF_HOME so Frigg's cache selection controls the prepared artifacts.

OpenAI provider:

export FRIGG_SEMANTIC_RUNTIME_ENABLED=true
export FRIGG_SEMANTIC_RUNTIME_PROVIDER=openai
export OPENAI_API_KEY=<API_KEY>
frigg index

Google provider:

export FRIGG_SEMANTIC_RUNTIME_ENABLED=true
export FRIGG_SEMANTIC_RUNTIME_PROVIDER=google
export GEMINI_API_KEY=<API_KEY>
frigg index

Provider defaults:

Defaults: local -> all-MiniLM-L6-v2, openai -> text-embedding-3-small, google -> gemini-embedding-001.

Provider Default model Credential
local all-MiniLM-L6-v2 none
openai text-embedding-3-small OPENAI_API_KEY
google gemini-embedding-001 GEMINI_API_KEY

After enabling semantic search for an existing repository, or after changing the semantic provider or model, run one semantic index pass with frigg index.

Zero-cloud semantic behavior applies only when provider=local.

Precise navigation with SCIP

Frigg works without SCIP data by using Tree-sitter, lexical search, structural search, and source-backed heuristics. For more precise definitions, references, implementations, and call navigation, place SCIP artifacts in:

.frigg/scip/

Frigg can ingest .scip protobuf and .json SCIP artifacts. CLI init and index, plus MCP workspace flows, can also run supported precise generators when the necessary tools are available. Generator assistance currently covers Rust, Go, TypeScript / JavaScript, PHP, Python, and Kotlin. Java source is supported by Tree-sitter; JVM layouts that need SCIP precision can provide manual artifacts.

Optional repository-local precise configuration lives at .frigg/precise.json:

{
  "precise": {
    "disabled_generators": ["python"],
    "generation_excludes": ["vendor/**", "generated/**"],
    "ingest_excludes": ["**/python-tests.scip"],
    "generator_extra_args": {
      "python": ["--target-only", "src/app"]
    }
  }
}

Use workspace to adopt a repository and inspect runtime task state. CLI frigg index remains the explicit maintenance path when you want a repository refresh outside normal auto-readiness behavior.

Useful SCIP starting points:

GitHub Actions

Use a pinned Frigg release in CI:

name: Frigg

on:
  pull_request:
  push:
    branches: [main]

env:
  FRIGG_VERSION: 0.6.0
  FRIGG_INSTALL_DIR: ${{ github.workspace }}/.frigg-bin

jobs:
  frigg:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v5

      - name: Install Frigg
        run: |
          curl -fsSL https://raw.githubusercontent.com/bnomei/frigg/main/scripts/install.sh \
            | FRIGG_VERSION="${FRIGG_VERSION}" FRIGG_INSTALL_DIR="${FRIGG_INSTALL_DIR}" sh

      - run: frigg init
      - run: frigg index

For larger repositories, cache .frigg/ as regenerable build output. Restore first, then run frigg init and frigg index --changed to validate and refresh restored state. Save the cache only from trusted events:

name: Frigg

on:
  pull_request:
  push:
    branches: [main]

env:
  FRIGG_VERSION: 0.6.0
  FRIGG_INSTALL_DIR: ${{ github.workspace }}/.frigg-bin

jobs:
  frigg:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v5

      - name: Install Frigg
        run: |
          curl -fsSL https://raw.githubusercontent.com/bnomei/frigg/main/scripts/install.sh \
            | FRIGG_VERSION="${FRIGG_VERSION}" FRIGG_INSTALL_DIR="${FRIGG_INSTALL_DIR}" sh

      - name: Compute Frigg cache hash
        id: frigg_hash
        run: frigg hash

      - name: Restore Frigg state
        id: frigg_cache
        uses: actions/cache/restore@v4
        with:
          path: .frigg/
          key: frigg-${{ runner.os }}-${{ runner.arch }}-${{ env.FRIGG_VERSION }}-${{ steps.frigg_hash.outputs.frigg-hash }}-${{ github.sha }}
          restore-keys: |
            frigg-${{ runner.os }}-${{ runner.arch }}-${{ env.FRIGG_VERSION }}-${{ steps.frigg_hash.outputs.frigg-hash }}-

      - run: frigg init
      - run: frigg index --changed

      - name: Save Frigg state
        if: github.event_name == 'push' && github.ref == 'refs/heads/main'
        uses: actions/cache/save@v4
        with:
          path: .frigg/
          key: frigg-${{ runner.os }}-${{ runner.arch }}-${{ env.FRIGG_VERSION }}-${{ steps.frigg_hash.outputs.frigg-hash }}-${{ github.sha }}

Treat .frigg/ as cacheable runtime state, not as source and not as a secret store.

Safety and boundaries

  • Frigg reads and indexes files only inside configured workspace roots.
  • Frigg honors root .gitignore and .ignore files and hard-excludes .frigg, .git, and target.
  • Put secrets and generated private artifacts in ignored paths before indexing. Frigg stores indexed source-derived state locally.
  • Normal indexing does not edit project source files.
  • workspace may refresh lexical and semantic state under .frigg/ and waits up to the attach timeout when adopting a target.
  • Explicit maintenance remains available through CLI commands such as frigg init and frigg index.
  • Optional OpenAI and Google semantic providers call their external embedding APIs. The local provider does not require an API key.
  • Optional precise generators may execute repo-local or PATH-discovered tools and write .frigg/scip/ artifacts. Inspect workspace runtime status or CLI output for generator progress and failures.
  • Non-loopback HTTP serving requires --allow-remote-http and --mcp-http-auth-token.

Frigg's product boundary is intentionally narrow: local code evidence over MCP. It is not a full IDE, hosted code intelligence platform, or framework runtime.

Project layout

Path Purpose
crates/cli/src/cli_args.rs Public CLI flags and commands.
crates/cli/src/mcp MCP server, tool contracts, runtime state, and guidance resources.
crates/cli/src/indexer Manifest, symbol, semantic, and index refresh logic.
crates/cli/src/searcher Lexical, hybrid, semantic, ranking, projection, and policy code.
crates/cli/src/storage SQLite schema, manifests, semantic rows, vectors, and provenance.
crates/cli/src/languages Language registry, Tree-sitter support, and language-specific heuristics.
crates/cli/src/embeddings Local, OpenAI, and Google embedding providers.
crates/cli/src/watch Built-in watch runtime.
crates/cli/tests Integration and MCP tool-handler tests.
crates/cli/benches Criterion benchmark harnesses.
scripts Release packaging, install, smoke, and helper scripts.
Dockerfile Release-binary container image definition.
npm/frigg npm wrapper package for npx @bnomei/frigg.
packaging Release packaging notes.
showcases Public corpus of 52 repository question catalogs.
docs/operator-runbook.md Runtime diagnosis and operator states.
skills/frigg-first-code-search Agent-facing Frigg-first code search skill.

Development

Rust requirements and package metadata live in Cargo.toml. Common local commands:

just fmt
just test
just build
just build-release

Equivalent CI-grade checks:

cargo fmt --all -- --check
cargo clippy -p frigg --all-targets -- -D warnings
cargo test -p frigg --all-targets
cargo test --locked -p frigg --doc
cargo bench --locked -p frigg --no-run
sh scripts/test-install.sh

Run a development server from source:

just serve

Index a repository from source:

just init /absolute/path/to/repo
just index /absolute/path/to/repo

Troubleshooting

No repositories appear in a client:

  1. For HTTP, confirm frigg serve is running. For stdio, confirm the MCP client launches frigg with the intended --workspace-root.
  2. Call workspace.
  3. If needed, call workspace with the repository path or repository id.
  4. Check the workspace response for the session default and known repositories.

Search misses a recent change:

  1. Call workspace with the repository path or id, or run frigg index --changed.
  2. Inspect runtime task state only if the refresh did not fix the result.
  3. If you use the CLI, run frigg index --changed.

Semantic recall is unavailable or weak:

  1. Confirm FRIGG_SEMANTIC_RUNTIME_ENABLED=true.
  2. Confirm the provider and credentials for openai or google.
  3. For local, check FRIGG_SEMANTIC_MODEL_CACHE and unset HF_HOME if model loading reports a cache mismatch.
  4. Run a full frigg index after provider or model changes.

SQLite reports database is locked:

  1. Stop duplicate Frigg processes that are writing the same .frigg/storage.sqlite3.
  2. Increase FRIGG_SQLITE_BUSY_TIMEOUT_MS for test-heavy local workflows.
  3. Disable watch with --watch-mode off if another process already maintains the index.

Non-loopback HTTP bind fails:

  1. Pass --allow-remote-http.
  2. Set --mcp-http-auth-token or FRIGG_MCP_HTTP_AUTH_TOKEN.
  3. Prefer loopback unless a remote client genuinely needs access.

Source anchors

License

Frigg's crate metadata declares MIT AND MPL-2.0. The root LICENSE file contains the MIT license text. The MPL-2.0 text is bundled at crates/cli/LICENSES/MPL-2.0.txt.